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  • Open Access

    REVIEW

    Prognostic Value of Spatial and Topological Features of Tumor Microenvironment in Classic Hodgkin Lymphoma

    Irene Bernal-Florindo1,2, Jose Angel Raposo-Puglia2,3, Felix A. Ruiz2,4, Jose Perez-Requena2,5, Cristian Benavides-de la Fuente2,5, Javier Galan2,6, Maria Jose Berruezo-Salazar2,7, Marcial Garcia-Rojo1,2, Cecilia Fernandez-Ponce2,4,*, Antonio Santisteban-Espejo2,8

    Oncology Research, Vol.34, No.7, 2026, DOI:10.32604/or.2026.079403 - 16 June 2026

    Abstract Classic Hodgkin lymphoma (CHL) constitutes a B-cell malignant lymphoid neoplasm derived from the germinal center. Despite current treatment protocols based on chemotherapy, radiotherapy, anti-cluster of differentiation (CD) 30 antibody-drug conjugates, immunotherapy, and hematopoietic stem cell transplantation (HSCT), between 10% and 20% of CHL patients fail to achieve a complete response. The reasons underlying this lack of treatment sensitivity remain unclear. Traditionally, clinical and analytical variables have constituted the cornerstone of CHL prognostic model development. However, in recent years, the distribution and spatial relationships of cancer and immune cells within the CHL tumor microenvironment (TME) have… More >

  • Open Access

    ARTICLE

    Integrative Analysis of Glycosylation-Related Genes Reveals Prognostic Subtypes, Immune Evasion, and Therapeutic Vulnerabilities in Lung Adenocarcinoma

    Yu-Wei Liu1,#, Yung-Kuo Lee2,3,4,#, Kai-Fu Chang2,3, Chung-Bao Hsieh5, Chih-Hsuan Chang2,4, Ching-Chung Ko6,7,8, Hui-Ru Lin4,9, Chi-Jen Wu9,10, Chien-Han Yuan2,4,11,12, Sachin Kumar13,14,15, Dahlak Daniel Solomon13, Do Thi Minh Xuan16, Neethu Palekkode17, Ayman Fathima18, Hung-Yun Lin5,19,20,21,22, Chih-Yang Wang13,14,19, Chih-Jen Yang23,24,*, Yuen-Jung Wu25,*

    Oncology Research, Vol.34, No.7, 2026, DOI:10.32604/or.2026.074013 - 16 June 2026

    Abstract Background: Lung adenocarcinoma (LUAD) is the most common subtype of non-small cell lung cancer (NSCLC) and remains a leading cause of cancer-related mortality worldwide. Aberrant glycosylation contributes to tumor progression by regulating receptor signalling, immune evasion, and metastatic. However, the prognostic and therapeutic relevance of glycosylation-related genes (GRGs) in LUAD has not been comprehensively defined. Therefore, this study aimed to comprehensively evaluate GRG-associated molecular subtypes and their clinical and therapeutic relevance in LUAD. Methods: GRGs were curated from multiple public databases and integrated with transcriptomic and clinical data from The Cancer Genome Atlas LUAD cohort (TCGA-LUAD)… More >

  • Open Access

    ARTICLE

    A Hybrid Physics-Informed and Data-Driven Feature Framework with Explicit Correlation-Structure Embeddings for Early-Life Prognostics of Lithium-Ion Batteries

    Kang-Woo Lee, Dong-Hee Lee*, Dae-Il Kwon*

    CMC-Computers, Materials & Continua, Vol.88, No.2, 2026, DOI:10.32604/cmc.2026.081667 - 15 June 2026

    Abstract Early-life cycle-life prediction for lithium-ion batteries—estimating end-of-life from initial cycles—is valuable for rapid cell screening and battery health management. We investigate whether an explicit correlation-structure descriptor can complement physics-informed ΔQ-based indicators and generic early-cycle statistical features on the Severson 124-cell benchmark. We develop a lightweight hybrid framework that combines ΔQ-based health indicators, data-driven statistical features, and Laplacian Eigenmaps embeddings derived from a Pearson-correlation feature graph, with XGBoost used as the predictor. Across five feature configurations (ΔQ Only, ΔQ + Statistics, Hybrid Append, VIF + Laplacian, and Integrated Laplacian), we evaluate pointwise regression accuracy using RMSE and R2 together… More > Graphic Abstract

    A Hybrid Physics-Informed and Data-Driven Feature Framework with Explicit Correlation-Structure Embeddings for Early-Life Prognostics of Lithium-Ion Batteries

  • Open Access

    ARTICLE

    UCK2 Drives Lung Adenocarcinoma Progression and Immune Dysregulation via the RHEB/mTOR Signaling Axis

    Xiaolin Wei1,2, Jing Guo1, Chuntao Tao3, Yong Bao2, Li Yang1,*, Hong Chen1,*

    Oncology Research, Vol.34, No.6, 2026, DOI:10.32604/or.2026.078651 - 21 May 2026

    Abstract Objectives: Uridine-cytidine kinase 2 (UCK2) plays a crucial role in the pyrimidine salvage pathway, but its function in lung adenocarcinoma (LUAD) is still largely unclear. The study aimed to investigate the expression, prognostic value, biological functions, and molecular mechanisms of UCK2 in LUAD. Methods: Bioinformatic analyses were performed using The Cancer Genome Atlas (TCGA), Gene Set Cancer Analysis (GSCA), Gene Expression Omnibus (GEO), and Genotype Tissue Expression (GTEx) datasets. In vitro assays evaluated the effect of UCK2 overexpression on LUAD cells. Co-immunoprecipitation and pathway analyses were utilized to explore the underlying mechanism. Immune landscape and drug sensitivity… More >

  • Open Access

    ARTICLE

    Integrative Machine Learning and Experimental Validation Identify MYBL2 as a Prognostic Biomarker and Therapeutic Target in Hepatocellular Carcinoma

    Ya-Ling Yang1,#, Ying-Hsien Huang2,#, Hung-Yu Lin3,4,*

    Oncology Research, Vol.34, No.5, 2026, DOI:10.32604/or.2026.075284 - 22 April 2026

    Abstract Background: Hepatocellular carcinoma (HCC) presents with poor treatment outcomes, creating an urgent need for novel biomarkers to improve diagnosis, prognosis, and precision medicine. While the MYB family of oncogenes is implicated in cancer, the role and regulatory mechanisms of its member, particularly MYB proto-oncogene like 2 (MYBL2), remain underexplored in HCC. Therefore, this study aimed to systematically validate the clinical significance of MYBL2, elucidate its functional role in tumor progression and drug sensitivity, and identify its upstream regulatory mechanisms using an integrative machine learning and experimental framework. Methods: We applied an integrative pipeline combining LASSO-based… More > Graphic Abstract

    Integrative Machine Learning and Experimental Validation Identify MYBL2 as a Prognostic Biomarker and Therapeutic Target in Hepatocellular Carcinoma

  • Open Access

    ARTICLE

    A Novel Partial EMT-Associated Transcriptomic Signature for Prognostic Stratification in Ovarian Cancer

    Chia-Chia Chao1, Cheng-Yao Lin2,3,4, Po-Chun Chen5,6,7, Wen-Tsung Huang2, Teng-Song Weng8, Sheng-Yen Hsiao2,9,*

    Oncology Research, Vol.34, No.5, 2026, DOI:10.32604/or.2026.074383 - 22 April 2026

    Abstract Background: Partial epithelial–mesenchymal transition (p-EMT) is a dynamic cellular state associated with metastasis and adverse outcomes in multiple cancers, but its prognostic significance in ovarian cancer remains unclear. This study aimed to develop and validate an ovarian cancer–specific transcriptomic signature based on p-EMT–related genes, and to determine whether this signature can improve prognostic stratification and overall survival prediction across independent cohorts. Methods: A pan-cancer p-EMT gene set was curated from ten published studies. Using transcriptomic and clinical data from TCGA-OV (n = 488), a six-gene p-EMT signature was developed via LASSO regression to generate a… More >

  • Open Access

    ARTICLE

    MYO18A Expression is a Prognostic Factor for Progression-Free Survival in Grade 4 Adult gliomas. Preliminary Report

    Aleksander Strąk1, Ludmiła Grzybowska-Szatkowska1,*, Paweł Cisek1, Marta Ostrowska-Leśko2, Jarosław Dudka2, Joanna Kubik3, Jacek Osuchowski4, Paweł Szmygin4, Bożena Jarosz4, Andrzej Krajka5, Tomasz Krajka6, Kazimierz Szatkowski7, Brygida Ślaska8

    Oncology Research, Vol.34, No.5, 2026, DOI:10.32604/or.2026.074078 - 22 April 2026

    Abstract Objectives: Brain gliomas are among the tumors with the worst prognosis, and their incidence is increasing. Postoperative temozolomide-based chemoradiotherapy for grades 3 and 4 gliomas extended overall survival (OS) by approximately two months. An increasing number of clinical trials are investigating molecular-based therapy. Recent studies have demonstrated the involvement of Golgi apparatus proteins, including MYO18A (myosin-18A), in processes associated with abnormal proliferation, migration, apoptosis evasion, and angiogenesis promotion. The aim of this study was to investigate whether MYO18A has prognostic value in patients treated for brain gliomas. Methods: The research material in the work included… More >

  • Open Access

    ARTICLE

    Enhancing SHAP Explainability for Diagnostic and Prognostic ML Models in Alzheimer’s Disease

    Pablo Guillén1, Enrique Frias-Martinez2,*

    CMC-Computers, Materials & Continua, Vol.87, No.2, 2026, DOI:10.32604/cmc.2026.076400 - 12 March 2026

    Abstract Alzheimer’s disease (AD) diagnosis and prognosis increasingly rely on machine learning (ML) models. Although these models provide good results, clinical adoption is limited by the need for technical expertise and the lack of trustworthy and consistent model explanations. SHAP (SHapley Additive exPlanations) is commonly used to interpret AD models, but existing studies tend to focus on explanations for isolated tasks, providing little evidence about their robustness across disease stages, model architectures, or prediction objectives. This paper proposes a multi-level explainability framework that measures the coherence, stability and consistency of explanations by integrating: (1) within-model coherence… More >

  • Open Access

    ARTICLE

    Prognostic Significance of DNA Repair Gene mRNA Expression in Early-Stage Breast Cancer: Insights into Clinical Relevance

    Ina Shehaj1,2,*, Slavomir Krajnak1, Katrin Almstedt1, Yaman Degirmenci1, Roxana Schwab1, Kathrin Stewen1, Walburgis Brenner1, Annette Hasenburg1, Marcus Schmidt1,#, Anne-Sophie Heimes1,#

    Oncology Research, Vol.34, No.3, 2026, DOI:10.32604/or.2025.072222 - 24 February 2026

    Abstract This article has no abstract. More >

  • Open Access

    ARTICLE

    Prognostic Value of Neutrophil-to-Lymphocyte Ratio in Locally Advanced Rectal Cancer Treated with Neoadjuvant Concurrent Chemoradiotherapy and Robotic-Assisted Resection

    Yen-Cheng Chen1,2,3, Tsung-Kun Chang1,2,4, Wei-Chih Su1,2,4, Yung-Sung Yeh4,5,6,7, Po-Jung Chen1,2, Tzu-Chieh Yin2,4,8, Ching-Chun Li2,9, Ching-Wen Huang2,3, Hsiang-Lin Tsai2,3, Jaw-Yuan Wang1,2,3,10,11,12,*

    Oncology Research, Vol.34, No.3, 2026, DOI:10.32604/or.2025.069397 - 24 February 2026

    Abstract Background: The long-term outcomes of robotic-assisted surgery and the prognostic significance of the pretreatment neutrophil-to-lymphocyte ratio (NLR) in locally advanced rectal cancer (LARC) remain uncertain. This study aimed to assess the long-term outcomes of patients with LARC undergoing robotic-assisted surgery and to determine the prognostic value of pretreatment NLR. Methods: We retrospectively reviewed 252 patients with LARC who were treated at a single medical center in Taiwan between January 2012 and January 2023. All patients underwent neoadjuvant concurrent chemoradiotherapy (CRT) followed by robotic-assisted surgery with total mesorectal excision (TME). Patients were stratified into four groups… More >

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